Overview
Brought to you by YData
Dataset statistics
| Number of variables | 11 |
|---|---|
| Number of observations | 1673 |
| Missing cells | 285 |
| Missing cells (%) | 1.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 121.5 KiB |
| Average record size in memory | 74.4 B |
Variable types
| Categorical | 2 |
|---|---|
| Numeric | 9 |
CE is highly overall correlated with Cond_Seco and 5 other fields | High correlation |
Cond_Seco is highly overall correlated with CE and 5 other fields | High correlation |
SAL is highly overall correlated with CE and 5 other fields | High correlation |
STD_seco is highly overall correlated with CE and 5 other fields | High correlation |
Sal_seco is highly overall correlated with CE and 5 other fields | High correlation |
X is highly overall correlated with CE and 5 other fields | High correlation |
Y is highly overall correlated with CE and 5 other fields | High correlation |
Uso_del_Su has 285 (17.0%) missing values | Missing |
pH_seco has 138 (8.2%) zeros | Zeros |
Cond_Seco has 135 (8.1%) zeros | Zeros |
T_Seco has 161 (9.6%) zeros | Zeros |
STD_seco has 135 (8.1%) zeros | Zeros |
Sal_seco has 135 (8.1%) zeros | Zeros |
Reproduction
| Analysis started | 2026-02-24 01:56:28.664865 |
|---|---|
| Analysis finished | 2026-02-24 01:56:37.125812 |
| Duration | 8.46 seconds |
| Software version | ydata-profiling vv4.12.2 |
| Download configuration | config.json |
Variables
Tipo_de_Ca
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 KiB |
| Aljibe | |
|---|---|
| Pozo | |
| Manantial | 47 |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 5.112373 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Pozo |
|---|---|
| 2nd row | Aljibe |
| 3rd row | Aljibe |
| 4th row | Aljibe |
| 5th row | Pozo |
Common Values
| Value | Count | Frequency (%) |
| Aljibe | 813 | |
| Pozo | 813 | |
| Manantial | 47 | 2.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| aljibe | 813 | |
| pozo | 813 | |
| manantial | 47 | 2.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 1626 | |
| i | 860 | |
| l | 860 | |
| j | 813 | |
| A | 813 | |
| b | 813 | |
| e | 813 | |
| P | 813 | |
| z | 813 | |
| a | 141 | 1.6% |
| Other values (3) | 188 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8553 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 1626 | |
| i | 860 | |
| l | 860 | |
| j | 813 | |
| A | 813 | |
| b | 813 | |
| e | 813 | |
| P | 813 | |
| z | 813 | |
| a | 141 | 1.6% |
| Other values (3) | 188 | 2.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8553 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 1626 | |
| i | 860 | |
| l | 860 | |
| j | 813 | |
| A | 813 | |
| b | 813 | |
| e | 813 | |
| P | 813 | |
| z | 813 | |
| a | 141 | 1.6% |
| Other values (3) | 188 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8553 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 1626 | |
| i | 860 | |
| l | 860 | |
| j | 813 | |
| A | 813 | |
| b | 813 | |
| e | 813 | |
| P | 813 | |
| z | 813 | |
| a | 141 | 1.6% |
| Other values (3) | 188 | 2.2% |
X
Real number (ℝ)
High correlation 
| Distinct | 1668 |
|---|---|
| Distinct (%) | 99.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1169876 |
| Minimum | 1055701 |
|---|---|
| Maximum | 1320375 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 1055701 |
|---|---|
| 5-th percentile | 1109764.8 |
| Q1 | 1134128 |
| median | 1160481.4 |
| Q3 | 1191299 |
| 95-th percentile | 1294381.5 |
| Maximum | 1320375 |
| Range | 264674 |
| Interquartile range (IQR) | 57171 |
Descriptive statistics
| Standard deviation | 51232.999 |
|---|---|
| Coefficient of variation (CV) | 0.043793529 |
| Kurtosis | 0.87372975 |
| Mean | 1169876 |
| Median Absolute Deviation (MAD) | 27998.38 |
| Skewness | 1.1147353 |
| Sum | 1.9572026 × 109 |
| Variance | 2.6248202 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1177374 | 3 | 0.2% |
| 1197457 | 2 | 0.1% |
| 1294386.809 | 2 | 0.1% |
| 1124841 | 2 | 0.1% |
| 1299085.737 | 1 | 0.1% |
| 1298371.675 | 1 | 0.1% |
| 1298003.653 | 1 | 0.1% |
| 1299536.07 | 1 | 0.1% |
| 1218411 | 1 | 0.1% |
| 1225063 | 1 | 0.1% |
| Other values (1658) | 1658 |
| Value | Count | Frequency (%) |
| 1055701 | 1 | |
| 1058434 | 1 | |
| 1059661 | 1 | |
| 1059896 | 1 | |
| 1065824 | 1 | |
| 1069055 | 1 | |
| 1073541 | 1 | |
| 1074564 | 1 | |
| 1074799 | 1 | |
| 1077675 | 1 |
| Value | Count | Frequency (%) |
| 1320375 | 1 | |
| 1318975 | 1 | |
| 1318190 | 1 | |
| 1315962 | 1 | |
| 1315939 | 1 | |
| 1314192 | 1 | |
| 1312876 | 1 | |
| 1312308 | 1 | |
| 1310445.702 | 1 | |
| 1309622 | 1 |
Y
Real number (ℝ)
High correlation 
| Distinct | 1666 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1751737.4 |
| Minimum | 1646007 |
|---|---|
| Maximum | 1870665 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 1646007 |
|---|---|
| 5-th percentile | 1667749.6 |
| Q1 | 1729621.4 |
| median | 1755844 |
| Q3 | 1778759.2 |
| 95-th percentile | 1843099.8 |
| Maximum | 1870665 |
| Range | 224658 |
| Interquartile range (IQR) | 49137.714 |
Descriptive statistics
| Standard deviation | 47889.209 |
|---|---|
| Coefficient of variation (CV) | 0.02733812 |
| Kurtosis | -0.25663857 |
| Mean | 1751737.4 |
| Median Absolute Deviation (MAD) | 25008 |
| Skewness | 0.0085494095 |
| Sum | 2.9306567 × 109 |
| Variance | 2.2933763 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1779724 | 2 | 0.1% |
| 1834680.992 | 2 | 0.1% |
| 1788127 | 2 | 0.1% |
| 1758313 | 2 | 0.1% |
| 1787531.686 | 2 | 0.1% |
| 1736801 | 2 | 0.1% |
| 1844852 | 2 | 0.1% |
| 1765831 | 1 | 0.1% |
| 1720222 | 1 | 0.1% |
| 1769174 | 1 | 0.1% |
| Other values (1656) | 1656 |
| Value | Count | Frequency (%) |
| 1646007 | 1 | |
| 1646601 | 1 | |
| 1646648 | 1 | |
| 1647129 | 1 | |
| 1647612 | 1 | |
| 1647823 | 1 | |
| 1649442 | 1 | |
| 1650340 | 1 | |
| 1651483 | 1 | |
| 1651611 | 1 |
| Value | Count | Frequency (%) |
| 1870665 | 1 | |
| 1869611 | 1 | |
| 1868440 | 1 | |
| 1868357 | 1 | |
| 1868225 | 1 | |
| 1865508 | 1 | |
| 1861367 | 1 | |
| 1860211 | 1 | |
| 1860028 | 1 | |
| 1858655 | 1 |
Uso_del_Su
Categorical
Missing 
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 285 |
| Missing (%) | 17.0% |
| Memory size | 2.1 KiB |
| Forestal | |
|---|---|
| Ganadería | |
| Forestal-Ganaderia | |
| Otro | |
| Agricultura | 62 |
| Other values (7) |
Length
| Max length | 21 |
|---|---|
| Median length | 20 |
| Mean length | 9.4128242 |
| Min length | 4 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Ganadería |
|---|---|
| 2nd row | Ganadería |
| 3rd row | Ganadería |
| 4th row | Ganadería |
| 5th row | Ganadería |
Common Values
| Value | Count | Frequency (%) |
| Forestal | 642 | |
| Ganadería | 411 | |
| Forestal-Ganaderia | 83 | 5.0% |
| Otro | 72 | 4.3% |
| Agricultura | 62 | 3.7% |
| Urbano | 41 | 2.5% |
| Rancheria-Ganaderia | 36 | 2.2% |
| Agricultura-Ganadería | 22 | 1.3% |
| Agricultura Ganaderia | 10 | 0.6% |
| Forestal-Ganadería | 6 | 0.4% |
| Other values (2) | 3 | 0.2% |
| (Missing) | 285 |
Length
| Value | Count | Frequency (%) |
| forestal | 645 | |
| ganadería | 411 | |
| forestal-ganaderia | 83 | 5.9% |
| agricultura | 73 | 5.2% |
| otro | 72 | 5.1% |
| urbano | 41 | 2.9% |
| rancheria-ganaderia | 36 | 2.6% |
| agricultura-ganadería | 22 | 1.6% |
| ganaderia | 12 | 0.9% |
| forestal-ganadería | 6 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 2652 | |
| r | 1643 | |
| e | 1340 | |
| t | 901 | 6.9% |
| o | 847 | 6.5% |
| l | 829 | 6.3% |
| F | 734 | 5.6% |
| s | 734 | 5.6% |
| n | 647 | 5.0% |
| G | 570 | 4.4% |
| Other values (14) | 2168 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 13065 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 2652 | |
| r | 1643 | |
| e | 1340 | |
| t | 901 | 6.9% |
| o | 847 | 6.5% |
| l | 829 | 6.3% |
| F | 734 | 5.6% |
| s | 734 | 5.6% |
| n | 647 | 5.0% |
| G | 570 | 4.4% |
| Other values (14) | 2168 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 13065 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 2652 | |
| r | 1643 | |
| e | 1340 | |
| t | 901 | 6.9% |
| o | 847 | 6.5% |
| l | 829 | 6.3% |
| F | 734 | 5.6% |
| s | 734 | 5.6% |
| n | 647 | 5.0% |
| G | 570 | 4.4% |
| Other values (14) | 2168 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 13065 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 2652 | |
| r | 1643 | |
| e | 1340 | |
| t | 901 | 6.9% |
| o | 847 | 6.5% |
| l | 829 | 6.3% |
| F | 734 | 5.6% |
| s | 734 | 5.6% |
| n | 647 | 5.0% |
| G | 570 | 4.4% |
| Other values (14) | 2168 |
pH_seco
Real number (ℝ)
Zeros 
| Distinct | 237 |
|---|---|
| Distinct (%) | 14.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.7342977 |
| Minimum | 0 |
|---|---|
| Maximum | 9.56 |
| Zeros | 138 |
| Zeros (%) | 8.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 6.94 |
| median | 7.26 |
| Q3 | 7.61 |
| 95-th percentile | 8.124 |
| Maximum | 9.56 |
| Range | 9.56 |
| Interquartile range (IQR) | 0.67 |
Descriptive statistics
| Standard deviation | 2.0748129 |
|---|---|
| Coefficient of variation (CV) | 0.30809641 |
| Kurtosis | 6.2351945 |
| Mean | 6.7342977 |
| Median Absolute Deviation (MAD) | 0.34 |
| Skewness | -2.7581763 |
| Sum | 11266.48 |
| Variance | 4.3048487 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 138 | 8.2% |
| 7.26 | 25 | 1.5% |
| 7.56 | 21 | 1.3% |
| 6.95 | 19 | 1.1% |
| 7.3 | 18 | 1.1% |
| 7.24 | 17 | 1.0% |
| 7.36 | 17 | 1.0% |
| 7.13 | 17 | 1.0% |
| 7.17 | 17 | 1.0% |
| 7.35 | 16 | 1.0% |
| Other values (227) | 1368 |
| Value | Count | Frequency (%) |
| 0 | 138 | |
| 4.19 | 1 | 0.1% |
| 4.95 | 1 | 0.1% |
| 5.35 | 1 | 0.1% |
| 5.41 | 1 | 0.1% |
| 5.53 | 1 | 0.1% |
| 5.56 | 1 | 0.1% |
| 5.61 | 1 | 0.1% |
| 5.73 | 1 | 0.1% |
| 5.88 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 9.56 | 1 | 0.1% |
| 9.49 | 1 | 0.1% |
| 9.47 | 2 | |
| 8.86 | 1 | 0.1% |
| 8.74 | 1 | 0.1% |
| 8.72 | 3 | |
| 8.59 | 1 | 0.1% |
| 8.57 | 1 | 0.1% |
| 8.53 | 1 | 0.1% |
| 8.52 | 1 | 0.1% |
Cond_Seco
Real number (ℝ)
High correlation  Zeros 
| Distinct | 1387 |
|---|---|
| Distinct (%) | 82.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2914.2934 |
| Minimum | 0 |
|---|---|
| Maximum | 59830 |
| Zeros | 135 |
| Zeros (%) | 8.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 831.5 |
| median | 1542 |
| Q3 | 3223 |
| 95-th percentile | 9665 |
| Maximum | 59830 |
| Range | 59830 |
| Interquartile range (IQR) | 2391.5 |
Descriptive statistics
| Standard deviation | 4529.7646 |
|---|---|
| Coefficient of variation (CV) | 1.5543269 |
| Kurtosis | 43.323775 |
| Mean | 2914.2934 |
| Median Absolute Deviation (MAD) | 913.8 |
| Skewness | 5.4194459 |
| Sum | 4875612.8 |
| Variance | 20518767 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 135 | 8.1% |
| 1006 | 5 | 0.3% |
| 1101 | 4 | 0.2% |
| 1137 | 3 | 0.2% |
| 1148 | 3 | 0.2% |
| 1240 | 3 | 0.2% |
| 2546 | 3 | 0.2% |
| 1316 | 3 | 0.2% |
| 1218 | 3 | 0.2% |
| 1409 | 3 | 0.2% |
| Other values (1377) | 1508 |
| Value | Count | Frequency (%) |
| 0 | 135 | |
| 58.31 | 1 | 0.1% |
| 68.43 | 1 | 0.1% |
| 104.5 | 1 | 0.1% |
| 131.4 | 1 | 0.1% |
| 155.7 | 1 | 0.1% |
| 172.5 | 1 | 0.1% |
| 173.7 | 1 | 0.1% |
| 177.4 | 1 | 0.1% |
| 221.3 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 59830 | 1 | |
| 51260 | 1 | |
| 47700 | 1 | |
| 41490 | 1 | |
| 38850 | 1 | |
| 36830 | 1 | |
| 36050 | 1 | |
| 35440 | 1 | |
| 33330 | 1 | |
| 33030 | 1 |
T_Seco
Real number (ℝ)
Zeros 
| Distinct | 106 |
|---|---|
| Distinct (%) | 6.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.917215 |
| Minimum | 0 |
|---|---|
| Maximum | 41.4 |
| Zeros | 161 |
| Zeros (%) | 9.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 29.1 |
| median | 30.9 |
| Q3 | 32.3 |
| 95-th percentile | 33.7 |
| Maximum | 41.4 |
| Range | 41.4 |
| Interquartile range (IQR) | 3.2 |
Descriptive statistics
| Standard deviation | 9.3437037 |
|---|---|
| Coefficient of variation (CV) | 0.33469327 |
| Kurtosis | 4.7370061 |
| Mean | 27.917215 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | -2.5043396 |
| Sum | 46705.5 |
| Variance | 87.304799 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 161 | 9.6% |
| 25 | 60 | 3.6% |
| 32.4 | 39 | 2.3% |
| 30.7 | 39 | 2.3% |
| 31.2 | 38 | 2.3% |
| 31.1 | 37 | 2.2% |
| 32.6 | 36 | 2.2% |
| 30.3 | 36 | 2.2% |
| 31.8 | 35 | 2.1% |
| 32.3 | 35 | 2.1% |
| Other values (96) | 1157 |
| Value | Count | Frequency (%) |
| 0 | 161 | |
| 20.2 | 2 | 0.1% |
| 21.9 | 1 | 0.1% |
| 22.8 | 1 | 0.1% |
| 24.5 | 1 | 0.1% |
| 25 | 60 | 3.6% |
| 25.4 | 2 | 0.1% |
| 25.5 | 1 | 0.1% |
| 25.7 | 1 | 0.1% |
| 26.3 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 41.4 | 1 | 0.1% |
| 38.7 | 1 | 0.1% |
| 37.6 | 2 | |
| 37 | 1 | 0.1% |
| 36.8 | 1 | 0.1% |
| 36.6 | 1 | 0.1% |
| 36.1 | 2 | |
| 35.5 | 1 | 0.1% |
| 35.4 | 3 | |
| 35.3 | 1 | 0.1% |
STD_seco
Real number (ℝ)
High correlation  Zeros 
| Distinct | 1437 |
|---|---|
| Distinct (%) | 85.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1431.7049 |
| Minimum | 0 |
|---|---|
| Maximum | 29320 |
| Zeros | 135 |
| Zeros (%) | 8.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 405.7 |
| median | 751.4 |
| Q3 | 1596 |
| 95-th percentile | 4941.1894 |
| Maximum | 29320 |
| Range | 29320 |
| Interquartile range (IQR) | 1190.3 |
Descriptive statistics
| Standard deviation | 2206.869 |
|---|---|
| Coefficient of variation (CV) | 1.5414273 |
| Kurtosis | 42.613753 |
| Mean | 1431.7049 |
| Median Absolute Deviation (MAD) | 448 |
| Skewness | 5.3145219 |
| Sum | 2395242.3 |
| Variance | 4870270.9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 135 | 8.1% |
| 1950 | 3 | 0.2% |
| 578 | 3 | 0.2% |
| 1284 | 3 | 0.2% |
| 1044 | 3 | 0.2% |
| 268.4 | 3 | 0.2% |
| 774.9 | 2 | 0.1% |
| 1259 | 2 | 0.1% |
| 263.3 | 2 | 0.1% |
| 1240 | 2 | 0.1% |
| Other values (1427) | 1515 |
| Value | Count | Frequency (%) |
| 0 | 135 | |
| 1.016 | 1 | 0.1% |
| 1.052 | 1 | 0.1% |
| 1.255 | 1 | 0.1% |
| 2.487 | 1 | 0.1% |
| 7.54 | 1 | 0.1% |
| 29.07 | 1 | 0.1% |
| 33.37 | 1 | 0.1% |
| 51.72 | 1 | 0.1% |
| 64.87 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 29320 | 1 | |
| 25139.7744 | 1 | |
| 23370 | 1 | |
| 20330 | 1 | |
| 19030 | 1 | |
| 17670 | 1 | |
| 17370 | 1 | |
| 16330 | 1 | |
| 16190 | 1 | |
| 13760 | 1 |
Sal_seco
Real number (ℝ)
High correlation  Zeros 
| Distinct | 1194 |
|---|---|
| Distinct (%) | 71.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.6735387 |
| Minimum | 0 |
|---|---|
| Maximum | 59.8 |
| Zeros | 135 |
| Zeros (%) | 8.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.457 |
| median | 0.832 |
| Q3 | 1.755 |
| 95-th percentile | 5.5564 |
| Maximum | 59.8 |
| Range | 59.8 |
| Interquartile range (IQR) | 1.298 |
Descriptive statistics
| Standard deviation | 3.0990628 |
|---|---|
| Coefficient of variation (CV) | 1.8518024 |
| Kurtosis | 106.95875 |
| Mean | 1.6735387 |
| Median Absolute Deviation (MAD) | 0.483 |
| Skewness | 8.2095819 |
| Sum | 2799.8302 |
| Variance | 9.6041904 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 135 | 8.1% |
| 0.357 | 6 | 0.4% |
| 0.603 | 5 | 0.3% |
| 0.398 | 5 | 0.3% |
| 0.702 | 5 | 0.3% |
| 0.415 | 4 | 0.2% |
| 0.452 | 4 | 0.2% |
| 0.464 | 4 | 0.2% |
| 0.666 | 4 | 0.2% |
| 0.708 | 4 | 0.2% |
| Other values (1184) | 1497 |
| Value | Count | Frequency (%) |
| 0 | 135 | |
| 0.085 | 1 | 0.1% |
| 0.086 | 1 | 0.1% |
| 0.089 | 1 | 0.1% |
| 0.104 | 1 | 0.1% |
| 0.117 | 1 | 0.1% |
| 0.122 | 1 | 0.1% |
| 0.135 | 1 | 0.1% |
| 0.136 | 1 | 0.1% |
| 0.137 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 59.8 | 1 | |
| 40.36 | 1 | |
| 31.13 | 1 | |
| 28.193 | 1 | |
| 26.76 | 1 | |
| 24.85 | 1 | |
| 23.47 | 1 | |
| 22.91 | 1 | |
| 22.51 | 1 | |
| 21 | 1 |
CE
Real number (ℝ)
High correlation 
| Distinct | 1494 |
|---|---|
| Distinct (%) | 89.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2998.9801 |
| Minimum | 58.31 |
|---|---|
| Maximum | 59830 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 58.31 |
|---|---|
| 5-th percentile | 464.36 |
| Q1 | 921.1 |
| median | 1616 |
| Q3 | 3256 |
| 95-th percentile | 9665 |
| Maximum | 59830 |
| Range | 59771.69 |
| Interquartile range (IQR) | 2334.9 |
Descriptive statistics
| Standard deviation | 4490.4965 |
|---|---|
| Coefficient of variation (CV) | 1.4973412 |
| Kurtosis | 44.536219 |
| Mean | 2998.9801 |
| Median Absolute Deviation (MAD) | 877.7 |
| Skewness | 5.5199764 |
| Sum | 5017293.6 |
| Variance | 20164559 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1006 | 5 | 0.3% |
| 1101 | 4 | 0.2% |
| 1911 | 3 | 0.2% |
| 1307 | 3 | 0.2% |
| 1864 | 3 | 0.2% |
| 1115 | 3 | 0.2% |
| 1447 | 3 | 0.2% |
| 1240 | 3 | 0.2% |
| 1218 | 3 | 0.2% |
| 1137 | 3 | 0.2% |
| Other values (1484) | 1640 |
| Value | Count | Frequency (%) |
| 58.31 | 1 | |
| 68.43 | 1 | |
| 104.5 | 1 | |
| 114.1 | 1 | |
| 126.5 | 1 | |
| 131.4 | 1 | |
| 155.7 | 1 | |
| 172.5 | 1 | |
| 173.7 | 1 | |
| 177.4 | 1 |
| Value | Count | Frequency (%) |
| 59830 | 1 | |
| 51260 | 1 | |
| 47700 | 1 | |
| 41490 | 1 | |
| 38850 | 1 | |
| 36830 | 1 | |
| 36050 | 1 | |
| 35440 | 1 | |
| 33330 | 1 | |
| 33030 | 1 |
SAL
Real number (ℝ)
High correlation 
| Distinct | 1259 |
|---|---|
| Distinct (%) | 75.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7216967 |
| Minimum | 0.063 |
|---|---|
| Maximum | 59.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 13.2 KiB |
Quantile statistics
| Minimum | 0.063 |
|---|---|
| 5-th percentile | 0.2686 |
| Q1 | 0.504 |
| median | 0.88 |
| Q3 | 1.782 |
| 95-th percentile | 5.5564 |
| Maximum | 59.8 |
| Range | 59.737 |
| Interquartile range (IQR) | 1.278 |
Descriptive statistics
| Standard deviation | 3.080298 |
|---|---|
| Coefficient of variation (CV) | 1.7891061 |
| Kurtosis | 109.1349 |
| Mean | 1.7216967 |
| Median Absolute Deviation (MAD) | 0.469 |
| Skewness | 8.3215863 |
| Sum | 2880.3985 |
| Variance | 9.4882358 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.357 | 6 | 0.4% |
| 0.535 | 5 | 0.3% |
| 0.702 | 5 | 0.3% |
| 0.49 | 5 | 0.3% |
| 0.452 | 5 | 0.3% |
| 0.398 | 5 | 0.3% |
| 0.603 | 5 | 0.3% |
| 0.797 | 4 | 0.2% |
| 0.359 | 4 | 0.2% |
| 0.457 | 4 | 0.2% |
| Other values (1249) | 1625 |
| Value | Count | Frequency (%) |
| 0.063 | 1 | |
| 0.07 | 1 | |
| 0.085 | 1 | |
| 0.086 | 1 | |
| 0.089 | 1 | |
| 0.099 | 1 | |
| 0.104 | 1 | |
| 0.112 | 2 | |
| 0.117 | 2 | |
| 0.121 | 1 |
| Value | Count | Frequency (%) |
| 59.8 | 1 | |
| 40.36 | 1 | |
| 31.13 | 1 | |
| 28.193 | 1 | |
| 26.76 | 1 | |
| 24.85 | 1 | |
| 23.47 | 1 | |
| 22.91 | 1 | |
| 22.51 | 1 | |
| 21 | 1 |
Interactions
Correlations
| CE | Cond_Seco | SAL | STD_seco | Sal_seco | T_Seco | Tipo_de_Ca | Uso_del_Su | X | Y | pH_seco | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| CE | 1.000 | 0.948 | 0.987 | 0.930 | 0.938 | 0.362 | 0.112 | 0.000 | 0.501 | 0.604 | 0.169 |
| Cond_Seco | 0.948 | 1.000 | 0.935 | 0.983 | 0.991 | 0.448 | 0.111 | 0.000 | 0.551 | 0.657 | 0.267 |
| SAL | 0.987 | 0.935 | 1.000 | 0.930 | 0.944 | 0.360 | 0.101 | 0.000 | 0.510 | 0.607 | 0.160 |
| STD_seco | 0.930 | 0.983 | 0.930 | 1.000 | 0.987 | 0.441 | 0.114 | 0.000 | 0.551 | 0.657 | 0.263 |
| Sal_seco | 0.938 | 0.991 | 0.944 | 0.987 | 1.000 | 0.449 | 0.102 | 0.000 | 0.562 | 0.663 | 0.263 |
| T_Seco | 0.362 | 0.448 | 0.360 | 0.441 | 0.449 | 1.000 | 0.227 | 0.236 | 0.318 | 0.483 | 0.359 |
| Tipo_de_Ca | 0.112 | 0.111 | 0.101 | 0.114 | 0.102 | 0.227 | 1.000 | 0.205 | 0.255 | 0.313 | 0.170 |
| Uso_del_Su | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.236 | 0.205 | 1.000 | 0.243 | 0.274 | 0.263 |
| X | 0.501 | 0.551 | 0.510 | 0.551 | 0.562 | 0.318 | 0.255 | 0.243 | 1.000 | 0.724 | 0.159 |
| Y | 0.604 | 0.657 | 0.607 | 0.657 | 0.663 | 0.483 | 0.313 | 0.274 | 0.724 | 1.000 | 0.405 |
| pH_seco | 0.169 | 0.267 | 0.160 | 0.263 | 0.263 | 0.359 | 0.170 | 0.263 | 0.159 | 0.405 | 1.000 |
Missing values
Sample
| Tipo_de_Ca | X | Y | Uso_del_Su | pH_seco | Cond_Seco | T_Seco | STD_seco | Sal_seco | CE | SAL | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Pozo | 1299675.970 | 1827467.800 | NaN | 7.50 | 3060.0 | 31.2 | 1500.735655 | 1.68300 | 3060.0 | 1.6830 |
| 1 | Aljibe | 1299085.737 | 1828796.878 | NaN | 7.12 | 1585.0 | 31.4 | 777.341834 | 0.87175 | 1585.0 | 0.8718 |
| 2 | Aljibe | 1298371.675 | 1829001.292 | NaN | 7.07 | 995.0 | 32.7 | 487.984306 | 0.54725 | 995.0 | 0.5473 |
| 3 | Aljibe | 1298003.653 | 1829238.533 | NaN | 7.37 | 1339.0 | 33.3 | 656.694458 | 0.73645 | 1339.0 | 0.7365 |
| 4 | Pozo | 1299536.070 | 1826712.393 | NaN | 7.69 | 1553.0 | 0.0 | 761.647867 | 0.85415 | 1553.0 | 0.8541 |
| 5 | Manantial | 1289335.054 | 1822647.460 | NaN | 7.29 | 3110.0 | 30.1 | 1525.257479 | 1.71050 | 3110.0 | 1.7105 |
| 6 | Aljibe | 1283846.215 | 1805206.624 | NaN | 6.75 | 2417.0 | 31.6 | 1185.384993 | 1.32935 | 2417.0 | 1.3294 |
| 7 | Aljibe | 1292863.700 | 1800658.661 | NaN | 7.92 | 8690.0 | 31.6 | 4261.893085 | 4.77950 | 8690.0 | 4.7795 |
| 8 | Aljibe | 1293911.401 | 1833578.534 | NaN | 6.85 | 1205.0 | 30.6 | 590.975969 | 0.66275 | 1205.0 | 0.6627 |
| 9 | Manantial | 1293490.760 | 1834412.838 | NaN | 8.09 | 1429.0 | 29.7 | 700.833742 | 0.78595 | 1429.0 | 0.7860 |
| Tipo_de_Ca | X | Y | Uso_del_Su | pH_seco | Cond_Seco | T_Seco | STD_seco | Sal_seco | CE | SAL | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 1663 | Manantial | 1119023.0 | 1657606.0 | Forestal | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 337.9 | 0.213 |
| 1664 | Manantial | 1117405.0 | 1657727.0 | Forestal | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 479.8 | 0.282 |
| 1665 | Pozo | 1117152.0 | 1657560.0 | Ganadería | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1050.0 | 0.570 |
| 1666 | Manantial | 1117068.0 | 1650340.0 | Forestal | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 196.0 | 0.643 |
| 1667 | Manantial | 1114278.0 | 1647612.0 | Forestal | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 387.7 | 0.237 |
| 1668 | Aljibe | 1112794.0 | 1649442.0 | Forestal | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1561.0 | 0.835 |
| 1669 | Manantial | 1118157.0 | 1656141.0 | Forestal | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 290.3 | 0.190 |
| 1670 | Manantial | 1127604.0 | 1669373.0 | Forestal | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 510.2 | 0.297 |
| 1671 | Pozo | 1125437.0 | 1669834.0 | Agricultura | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 656.2 | 0.371 |
| 1672 | Pozo | 1138629.0 | 1713505.0 | Forestal | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 734.6 | 0.409 |